Clara slammed the front door shut, the sound echoing unnaturally in the silent house. She shoved her hands into her pockets, already clenching her fists. It had been her grandmother’s house, and now it was hers and Daniel’s. Daniel, with his unending optimism and his endless need to *talk*. She could feel a headache forming behind her eyes. He was already upstairs, probably admiring the view from the master bedroom window, oblivious to the fact that she was currently doing all the heavy lifting.

"Daniel!" she called, her voice sharper than she intended. "Could you maybe come down here and *do something* besides gawk at the scenery?"

A cheerful "Coming!" drifted down from above. Clara felt a muscle twitch in her jaw.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205